{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv.imread('./image/yangzi.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gray = cv.cvtColor(img,cv.COLOR_BGR2GRAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 实例化检测器\n",
    "face_cas = cv.CascadeClassifier( \"haarcascade_frontalface_default.xml\" ) \n",
    "face_cas.load('haarcascade_frontalface_default.xml')\n",
    "\n",
    "eyes_cas = cv.CascadeClassifier(\"haarcascade_eye.xml\")\n",
    "eyes_cas.load(\"haarcascade_eye.xml\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 人脸检测\n",
    "face_rects = face_cas.detectMultiScale(gray,scaleFactor =1.2,minNeighbors = 3,minSize=(32,32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制人脸检测眼睛\n",
    "for facerect in face_rects:\n",
    "    x,y,w,h = facerect\n",
    "    cv.rectangle(img,(x,y),(x+w,y+h),(0,255,0),3)\n",
    "    roi_color = img[y:y+h,x:x+w]\n",
    "    roi_gray = gray[y:y+h,x:x+w]\n",
    "    eyes = eyes_cas.detectMultiScale(roi_gray)\n",
    "    for (ex,ey,ew,eh) in eyes:\n",
    "        cv.rectangle(roi_color,(ex,ey),(ex+ew,ey+eh),(0,255,0),3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12f4359d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/opt/anaconda3/envs/dlcv/lib/python3.6/site-packages/cv2/cv2.cpython-36m-darwin.so'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv.__file__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
